Fast algorithms for online construction of web tag clouds

被引:7
|
作者
Marszalkowski, Jakub [1 ]
Mokwa, Dariusz [1 ]
Drozdowski, Maciej [1 ]
Rusiecki, Lukasz [1 ]
Naronzy, Hubert [1 ]
机构
[1] Poznan Univ Tech, Inst Comp Sci, Piotrowo 2, PL-60965 Poznan, Poland
关键词
Web engineering; Tag clouds; 2D packing; Data visualization; Metaheuristics; Automatic web page generation; PACKING PROBLEMS; VISUALIZATION; PERFORMANCE;
D O I
10.1016/j.engappai.2017.06.023
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper tag cloud construction for web exposition is studied. Construction of a tag cloud must simultaneously solve at least three interdisciplinary engineering problems: modeling and controlling graphics aesthetics, solving discrete two-dimensional layout optimization problem, and all these must be done on computationally constrained browser platform. We analyze the design choices in the earlier tag cloud studies and provide a taxonomy of algorithmic approaches to tag cloud building. Then, the design requirements for tag clouds on websites are defined. We propose to quantify tag cloud aesthetics by use of a novel objective function based on the rules of typography. Tag cloud construction is formalized as a combinatorial optimization problem with an irregular objective function. A set of algorithms is proposed and evaluated on a collection of tag sets from popular web pages. The methods that meet constraints of the browser platform are chosen. (C) 2017 Elsevier Ltd. All rights reserved.
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页码:378 / 390
页数:13
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